AI courses

Browse public AI courses with structured lessons, visuals, and practice on Wondering.

• 人工智慧歷史與未來趨勢

  從科技演進的關鍵轉折出發，帶你建立宏觀分析框架，把歷史洞察轉化為精準判讀未來技術與產品方向的敏銳直覺。 * **掌握歷史轉折**：看清演算法與算力演進脈絡 * **建立宏觀框架**：精準評估新興AI技術可行性 * **預判產業趨勢**：轉化技術洞察為產品戰略佈局 * **串接工程商業**：無痛跨越AI技術決策溝通門檻

• LLM Fundamentals

  Master the inner workings of AI to build your own projects and launch a future-proof career, even with zero prior coding experience. * **Core mechanics** of how models process and generate text * **Prompt engineering** to improve outputs for student assignments * **Basic coding** to build simple AI-powered study tools * **Foundational knowledge** for entry-level AI career opportunities

• How LinkedIn Unified AI Products Around a Target Audience Graph

  Understand how a shared "target audience" representation solves cold-start, decay, and thin-market problems in recommendation systems, and why unifying AI infrastructure often requires unifying teams first.

• AI Architecture for Visual Designers

  Master the structural logic of LLMs and RAG through a visual lens to transform complex technical frameworks into actionable blueprints for your next creative design project. * **Map LLM structures** through visual mental models * **Construct RAG pipelines** for custom creative datasets * **Master design paradigms** for generative AI interfaces * **Translate technical logic** into visual design experiments

• 大語言模型原理與專案應用

  從設計師視角拆解大型語言模型運作邏輯，助你跨越程式門檻，將人工智慧核心原理轉化為創意專案的實戰動能。 * **解析生成模型背後的創意運作邏輯** * **掌握精準提示詞工程優化設計產出** * **規劃 AI 驅動的自動化創意工作流** * **評估 LLM 導入設計專案的技術可行性**

• Mastering Local AI and Customization

  Leverage your technical skills to build specialized local applications and lead cutting-edge research by mastering fine-tuning and deployment of open-weight models tailored for your products. * **Fine-tune open-weights models** for specific product use cases * **Deploy local LLM infrastructure** using Docker and CLI tools * **Optimize model performance** through quantization and hardware management * **Prototype custom AI applications** for private research and development

• AI Foundations for Everyone

  Master core concepts and terminology to build a strong professional foundation. This course empowers beginners to confidently transition into the evolving world of artificial intelligence. * **Master core AI terminology** for professional communication * **Identify machine learning types** and their business uses * **Evaluate AI project feasibility** from a product perspective * **Draft ethical frameworks** for responsible AI implementatio

• Deep Dive Into LLMs

• Deep Dive Into LLMs Like ChatGPT

  Master the full lifecycle of large language models from pre-training to alignment while uncovering the technical boundaries and genuine capabilities of these transformative neural networks. * **Master pre-training and supervised fine-tuning** workflows * **Optimize model alignment** using RLHF and PPO * **Analyze architectural bottlenecks** and scaling law constraints * **Evaluate inference capabilities** versus stochastic pattern matching

• 無程式碼 AI 工作自動化

  專為管理職打造，無需編寫程式即可運用 AI 自動處理會議紀錄與專案排程，輕鬆實現辦公流程自動化並大幅提升工作產能。 * **運用 AI 自動生成會議摘要與待辦清單** * **串接無程式碼工具打造自動化工作流** * **使用 AI 助理快速彙整跨部門專案進度** * **優化商務流程以節省每日重複作業時間**

• How Large Language Models (LLMs) Work

  Master the mechanics of transformers and self-attention to see how modern AI processes language. You will learn exactly how these models predict and generate human-like text. * **Architectural flow** of transformer encoders and decoders * **Self-attention mechanisms** for contextual token relationships * **Matrix operations** driving parallelized sequence processing * **Probability distributions** for next-token generation logic

• 高效率技術英文與AI實戰

  透過系統化方法優化英文文件閱讀與寫作，並精準運用 AI 工具加速開發流程，全面提升技術競爭力。 * **結構化技術文件閱讀法**：快速抓取外國文獻核心架構與關鍵技術資訊。 * **精準 AI 英文指令撰寫**：建立系統化提示詞，提升與 Claude Code 互動效率。 * **技術思維英文轉化技巧**：將開發邏輯轉化為流暢的英文表達與書寫。 * **全英文 AI 開發工作流**：整合 AI 工具加速從閱讀到實作的自動化流程。

• ReAct: Teaching AI to Reason and Act

  Learn the reason-act-observe loop behind agents that plan, use tools, read results, and recover when the world disagrees with their first answer.

• CLIP: Connecting Images and Language

  Learn why CLIP became a foundation for multimodal AI: it connects images and text through contrastive learning, then uses natural language to perform visual tasks without a fixed label set.

• Multi-Channel Analytics and GEO Advisory

  Master professional data analysis across GA4, Search Console, and CRM platforms to deliver expert strategic insights and optimize digital performance for your clients. * **Master GA4 and Search Console** for website performance tracking * **Integrate CRM data** to measure full customer journeys * **Deliver GEO and AEO advisory** for AI-driven search * **Create stakeholder reports** that drive business decision-making

• Systems Design for AI Builders

• Practical AI for Older Adults

  Master everyday AI tools to simplify your daily tasks and research. Learn to navigate new technology confidently and securely while staying safe in the digital world. * **Demystify AI terms** like machine learning and chatbots * **Use AI tools** for research and daily tasks * **Identify AI risks** to stay safe from scams * **Draft clear prompts** to get better search results

• Designing OCR Receipt Flows

  Master the fundamentals of AI scanning to build a seamless receipt capture experience that minimizes user friction and handles extraction errors with confidence. --- **Sources:** - [UX Design for OCR - Best Practices](https://medium.com/design-bootcamp/ux-design-for-ocr-best-practices-a8b3d6f7c1e2) - [How to Design Intuitive OCR Workflows](https://www.nngroup.com/articles/ai-ux-principles/) * **Seamless scanning UX** from camera trigger to extraction * **Error handling strategies** for blurry or low-light uploads * **Human-in-the-loop patterns** for verifying AI-extracted data * **Feedback loops** that build user trust in automatio

• Advanced Product Design Mastery

  Level up from craft to strategy by mastering the systems thinking and product judgment required to lead high-level executive decisions and ship world-class software. * **Executive-level product strategy** and business alignment * **Advanced product judgment** for high-impact decision making * **Complex systems thinking** for scalable software architecture * **Cross-functional leadership** to influence product roadmaps

• CLI 與 MCP 差異解析

  本課程專為研究與金融人員設計，深入對比命令行界面與模型上下文協議在數據處理上的本質區別，助你掌握更高效的自動化分析工具。 * **區分命令列介面與模型上下文協定的技術本質** * **評估不同研究場景下工具整合的自動化效率** * **掌握金融數據分析中自動化流程的選型策略** * **優化學術研究工作流中的 AI 協作效率**

• LangGraph 智慧個人管理系統

  這門課將引導你運用 LangGraph 構建自動化工作流，將零散的日誌轉化為結構化知識，並透過 AI 循環分析優化你的日常習慣與決策效率。 * **建構循環式 Graph 工作流**，自動處理日誌與待辦 * **實作多 Agent 協作機制**，深度挖掘行為模式與規律 * **整合長短期記憶系統**，打造個人化的知識管理架構 * **開發自動化狀態機**，精準追蹤習慣養成並產出洞察

• 從零打造 AI 聊天專案

  這門課將引導你從基礎前後端架構出發，透過親手串接 Claude SDK 與資料庫，帶你完整實踐從無到有的 AI 應用開發流程。 * **掌握前後端與資料庫基礎架構** * **實作 Claude SDK API 串接** * **開發具備對話紀錄的 AI 應用** * **完成可運行的全端聊天機器人**

• Machine Learning for Engineers

  Bridge the gap between complex calculus and production-ready Python code. You will master core algorithms through hands-on implementation while reinforcing the mathematical laws essential for model accuracy. * **Translate complex math** into functional Python code * **Apply core theorems** like Bayes and Chain Rule accurately * **Build robust models** using Scikit-Learn and NumPy * **Debug algorithmic errors** by identifying underlying mathematical flaws

• Design des objets du quotidien

  Maîtrisez les concepts essentiels d'affordance, de feedback et de découvrabilité pour transformer chaque interaction utilisateur en une expérience fluide, intuitive et parfaitement fonctionnelle. * **Maîtrise des affordances** pour rendre l'usage intuitif * **Optimisation de la découvrabilité** des fonctionnalités essentielles * **Mise en place de feedbacks** clairs et immédiats * **Application des principes psychologiques** au design matériel